Adding to the story: Annotations, maps and interactions

class: center, middle, inverse, title-slide

# Adding to the story: Annotations, maps and interactions
### Abhijit Dasgupta, PhD
### Spring 2019

---

layout: true

<div class="my-header">
<span>BIOF 439, Spring 2019</span></div>

---
class:middle, center, inverse

# Annotations

---

## Stand-alone stories

- You would like a data visualization to stand on its own
- Relevant information should be placed on the graph
- However, you need to balance the information content with real estate
    - Don't clutter the graph and make it not readable

---

## An example

<div id="origecon"></div>
![](img/economist1.gif)

---

## Reconstructing this annotated graph

.pull-left[

```r
library(tidyverse)
econ_data <- rio::import('data/EconomistData.csv')
ggplot(econ_data,
       aes(x = CPI, y = HDI, color=Region))+
  geom_point()
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-1-1.png)
]

---

## Reconstructing this annotated graph

.pull-left[

```r
ggplot(econ_data,
       aes(x = CPI, y = HDI, color=Region))+
  geom_point() +
  geom_smooth(color='red', se=F)
```

#### Add a trend line
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-2-1.png)
]

---

## Reconstructing this annotated graph

.pull-left[

```r
ggplot(econ_data,
       aes(x = CPI, y = HDI, color=Region))+
* geom_smooth(color='red', se=F) +
* geom_point()
```

#### Reverse order so points are above line
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-3-1.png)
]

---

## Reconstructing this annotated graph

.pull-left[

```r
ggplot(econ_data,
       aes(x = CPI, y = HDI, color=Region))+
  geom_smooth(color='red', se=F) + 
* geom_point(shape = 1, size = 4, stroke=1.25)
```

#### Different shape for points
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-4-1.png)
]

---

## Reconstructing this annotated graph

.pull-left[

```r
pointsToLabel <- c("Russia", "Venezuela", "Iraq", "Myanmar", "Sudan",
                   "Afghanistan", "Congo", "Greece", "Argentina", "Brazil",
                   "India", "Italy", "China", "South Africa", "Spane",
                   "Botswana", "Cape Verde", "Bhutan", "Rwanda", "France",
                   "United States", "Germany", "Britain", "Barbados", "Norway", "Japan",
                   "New Zealand", "Singapore")
ggplot(econ_data,
       aes(x = CPI, y = HDI, color=Region))+
  geom_smooth(color='red', se=F) + 
  geom_point(shape = 1, size = 4, stroke=1.25) + 
  geom_text(aes(label=Country),
            color = 'gray20')
```

#### Label countries
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-5-1.png)
]

---

## Reconstructing this annotated graph

.pull-left[

```r
pointsToLabel <- c("Russia", "Venezuela", "Iraq", "Myanmar", "Sudan",
                   "Afghanistan", "Congo", "Greece", "Argentina", "Brazil",
                   "India", "Italy", "China", "South Africa", "Spane",
                   "Botswana", "Cape Verde", "Bhutan", "Rwanda", "France",
                   "United States", "Germany", "Britain", "Barbados", "Norway", "Japan",
                   "New Zealand", "Singapore")
ggplot(econ_data,
       aes(x = CPI, y = HDI, color=Region))+
  geom_smooth(color='red', se=F) + 
  geom_point(shape = 1, size = 4, stroke=1.25) + 
  geom_text(aes(label=Country),
            color = 'gray20', 
*           data = econ_data %>%
*             filter(Country %in% pointsToLabel))
```

#### Better, but labels are overlayed on points
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-6-1.png)
]

---

## Reconstructing this annotated graph

.pull-left[

```r
*library(ggrepel)
pointsToLabel <- c("Russia", "Venezuela", "Iraq", "Myanmar", "Sudan",
                   "Afghanistan", "Congo", "Greece", "Argentina", "Brazil",
                   "India", "Italy", "China", "South Africa", "Spane",
                   "Botswana", "Cape Verde", "Bhutan", "Rwanda", "France",
                   "United States", "Germany", "Britain", "Barbados", "Norway", "Japan",
                   "New Zealand", "Singapore")
(plt <- ggplot(econ_data,
       aes(x = CPI, y = HDI, color=Region))+
  geom_smooth(color='red', se=F) + 
  geom_point(shape = 1, size = 4, stroke=1.25) + 
* geom_text_repel(aes(label=Country),
            color = 'gray20', 
            force=20,
            data = econ_data %>% 
              filter(Country %in% pointsToLabel)))
```

]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-7-1.png)
]

---

## Reconstructing this annotated graph

.pull-left[

Let's re-order the regions

```r
econ_data$Region <- 
  factor(econ_data$Region,
         levels = c("EU W. Europe",
                    "Americas",
                    "Asia Pacific",
                    "East EU Cemt Asia",
                    "MENA",
                    "SSA"),
         labels = c("OECD",
                    "Americas",
                    "Asia &\nOceania",
                    "Central &\nEastern Europe",
                    "Middle East &\nnorth Africa",
                    "Sub-Saharan\nAfrica"))

*plt$data = econ_data
*plt
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-8-1.png)
]

---

## Reconstructing this annotated graph

.pull-left[
Clean up the graphic

```r
(plt_corrupt <- 
   plt +
  scale_x_continuous(name = 'Corruption Perceptions Index',
                     breaks = 1:10) +
  scale_y_continuous(name="Human Development Index",
                     breaks = seq(0.2, 1, by = 0.1))+
  scale_color_manual(name = '',
                     values = c("#24576D",
                                "#099DD7",
                                "#28AADC",
                                "#248E84",
                                "#F2583F",
                                "#96503F")) +
  ggtitle("Corruption and Human development")+
  theme_bw()+
  theme(legend.position='top',
        legend.direction='horizontal')
)
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-9-1.png)
]

---
class:middle,center

# Adding derived statistics to a plot

---

## Adding group means

.pull-left[

```r
ggplot(iris, 
       aes(x = Sepal.Length,
           y = Sepal.Width,
           color = Species))+
  geom_point()+
  theme_bw()
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-10-1.png)
]

---

## Adding group means

.pull-left[

```r
means <- iris %>% group_by(Species) %>% 
  summarize_at(vars(starts_with('Sepal')),
               mean)
means
```

```
#>  # A tibble: 3 x 3
#>    Species    Sepal.Length Sepal.Width
#>    <fct>             <dbl>       <dbl>
#>  1 setosa             5.01        3.43
#>  2 versicolor         5.94        2.77
#>  3 virginica          6.59        2.97
```

```r
ggplot(iris, 
       aes(x = Sepal.Length,
           y = Sepal.Width,
           color = Species))+
  geom_point() + 
* geom_point(data = means,
*            size=5) +
  theme_bw()
```

]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-13-1.png)
]
---

## Adding regression metrics

.pull-left[

Regress highway mileage on city mileage (data: mpg)

```r
mod1 <- lm(hwy ~ cty, data = mpg)
r2 <- broom::glance(mod1) %>% pull(r.squared)

ggplot(mpg, 
       aes(x = cty, y = hwy))+
  geom_point() + 
  geom_smooth(method = 'lm', se=F) +
  theme_bw()
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-14-1.png)
]

---

## Adding regression metrics

.pull-left[

Regress highway mileage on city mileage (data: mpg)

```r
mod1 <- lm(hwy ~ cty, data = mpg)
r2 <- broom::glance(mod1) %>% pull(r.squared) %>% 
  round(., 2)

ggplot(mpg, 
       aes(x = cty, y = hwy))+
  geom_point() + 
  geom_smooth(method = 'lm', se=F)+
  annotate(geom='text',
           x = 15, y = 40,
           label=glue::glue("R^2 == {r}",r=r2),
           size=12,
           parse=T) + 
  theme_bw()
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-15-1.png)
]

---

## Highlighting regions

.pull-left[

```r
mpg %>% 
  mutate(cyl = as.factor(cyl)) %>% 
  ggplot(aes(x = cyl, y = hwy)) + 
  geom_boxplot() + 
  theme_bw()
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-16-1.png)
]

---

## Highlighting regions

.pull-left[

```r
mpg %>% 
  mutate(cyl = as.factor(cyl)) %>% 
  ggplot(aes(x = cyl, y = hwy)) + 
  geom_boxplot() + 
  theme_bw()+
  annotate(geom = 'rect',
           xmin=3.75,xmax=4.25,
           ymin = 22, ymax = 28,
           fill = 'red',
           alpha = 0.2) +
  annotate('text', 
           x = 4.5, y = 25,
           label = 'Outliers?',
           hjust = 0)+
  coord_cartesian(xlim = c(0,5))+ 
  theme_bw()
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-17-1.png)
]

---
class:center, middle,inverse

# Maps

---

For maps, we need a couple of new packages.

- `sf`: Simple features in R
- `rnaturalearth` & `rnaturalearthdata`: map data

---

.pull-left[

```r
library(sf)
library(rnaturalearth)
library(rnaturalearthdata)

world <- ne_countries(scale='medium', returnclass='sf')
ggplot(data = world) + 
  geom_sf()
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-18-1.png)
]

---

.pull-left[

```r
library(sf)
library(rnaturalearth)
library(rnaturalearthdata)

world <- ne_countries(scale='medium', returnclass='sf')
ggplot(data = world) + 
  geom_sf(aes(fill = pop_est))
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-19-1.png)
]

---

.pull-left[

```r
library(sf)
library(rnaturalearth)
library(rnaturalearthdata)

world <- ne_countries(scale='medium', returnclass='sf')
ggplot(data = world) + 
  geom_sf(aes(fill = pop_est))+
  scale_fill_viridis_c(option = 'plasma', trans='sqrt')
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-20-1.png)
]

---

## Looking at Florida

.pull-left[

```r
library(maps)
states <- st_as_sf(maps::map('state', plot = F, fill = T)) %>% 
  cbind(st_coordinates(st_centroid(.))) %>% 
  mutate(ID = str_to_title(ID))

ggplot(data = world)+
  geom_sf() + 
  geom_sf(data = states, fill = NA) + 
  geom_text(data = states, aes(X, Y, label = ID), 
            size = 5) + 
  coord_sf(xlim = c(-88, -78), ylim = c(24.5, 33), 
           expand = F)
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-21-1.png)
]

---

## Looking at Florida

.pull-left[

```r
library(maps)
states <- st_as_sf(map('state', plot = F, fill = T)) %>% 
  cbind(st_coordinates(st_centroid(states))) %>% 
  mutate(ID = str_to_title(ID))

ggplot(data = world)+
  geom_sf() + 
  geom_sf(data = states, fill = NA) + 
* geom_label(data = states, aes(X, Y, label = ID),
            size = 5) + 
  coord_sf(xlim = c(-88, -78), ylim = c(24.5, 33), 
           expand = F)
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-22-1.png)
]

---

## Looking at the Florida elections

.pull-left[

```r
source('data/florida.R')
head(florida_election)
florida_election <- florida_election %>% 
  mutate_at(vars(ends_with('perc')), 
            ~as.numeric(str_remove(., '%')))
```
]
.pull-right[

```
#>  # A tibble: 6 x 14
#>    County   Bush Bush_perc   Gore Gore_perc Nader Nader_perc Buchanan
#>    <chr>   <dbl> <chr>      <dbl> <chr>     <dbl> <chr>         <dbl>
#>  1 Alach…  34135 39.80%     47380 55.25%     3228 3.76%           263
#>  2 Baker    5611 68.80%      2392 29.33%       53 0.65%            73
#>  3 Bay     38682 65.70%     18873 32.06%      830 1.41%           248
#>  4 Bradf…   5416 62.43%      3075 35.45%       84 0.97%            65
#>  5 Breva… 115253 52.75%     97341 44.55%     4471 2.05%           571
#>  6 Browa… 177939 30.93%    387760 67.41%     7105 1.24%           795
#>  # … with 6 more variables: Buchanan_perc <chr>, Other <dbl>,
#>  #   Other_perc <chr>, Margin <dbl>, Margin_perc <chr>, Total <dbl>
```
]

---

## Looking at the Florida election

.pull-left[
Now we need the map information

```r
library(maps)
counties <- st_as_sf(maps::map('county', plot = F, fill = T))
head(counties)
counties <- counties %>% filter(str_detect(ID, 'florida'))
counties <- counties %>% separate(ID, c('State','County'), sep = ',') %>% 
  mutate_at(vars(State:County), str_to_title)
```
]
.pull-right[

```
#>  Simple feature collection with 6 features and 1 field
#>  geometry type:  MULTIPOLYGON
#>  dimension:      XY
#>  bbox:           xmin: -88.01778 ymin: 30.24071 xmax: -85.06131 ymax: 34.2686
#>  epsg (SRID):    4326
#>  proj4string:    +proj=longlat +datum=WGS84 +no_defs
#>                          geometry              ID
#>  1 MULTIPOLYGON (((-86.50517 3... alabama,autauga
#>  2 MULTIPOLYGON (((-87.93757 3... alabama,baldwin
#>  3 MULTIPOLYGON (((-85.42801 3... alabama,barbour
#>  4 MULTIPOLYGON (((-87.02083 3...    alabama,bibb
#>  5 MULTIPOLYGON (((-86.9578 33...  alabama,blount
#>  6 MULTIPOLYGON (((-85.66866 3... alabama,bullock
```
]

---

## Looking at the Florida election

.pull-left[
The nice thing about the `sf` package is that it renders all the data into a data frame, so adding to it, or merging new data becomes easy.

We will now merge the election data with the map data

```r
election_by_county <- counties %>% left_join(florida_election)
head(election_by_county)
```
]
.pull-right[

```
#>  Simple feature collection with 6 features and 15 fields
#>  geometry type:  MULTIPOLYGON
#>  dimension:      XY
#>  bbox:           xmin: -85.98951 ymin: 25.94926 xmax: -80.08804 ymax: 30.57303
#>  epsg (SRID):    4326
#>  proj4string:    +proj=longlat +datum=WGS84 +no_defs
#>      State   County   Bush Bush_perc   Gore Gore_perc Nader Nader_perc
#>  1 Florida  Alachua  34135     39.80  47380     55.25  3228       3.76
#>  2 Florida    Baker   5611     68.80   2392     29.33    53       0.65
#>  3 Florida      Bay  38682     65.70  18873     32.06   830       1.41
#>  4 Florida Bradford   5416     62.43   3075     35.45    84       0.97
#>  5 Florida  Brevard 115253     52.75  97341     44.55  4471       2.05
#>  6 Florida  Broward 177939     30.93 387760     67.41  7105       1.24
#>    Buchanan Buchanan_perc Other Other_perc  Margin Margin_perc  Total
#>  1      263          0.31   751       0.88  -13245      -15.44  85757
#>  2       73          0.90    26       0.32    3219       39.47   8155
#>  3      248          0.42   243       0.41   19809       33.65  58876
#>  4       65          0.75    35       0.40    2341       26.99   8675
#>  5      571          0.26   852       0.39   17912        8.20 218488
#>  6      795          0.14  1640       0.29 -209821      -36.48 575239
#>                          geometry
#>  1 MULTIPOLYGON (((-82.66062 2...
#>  2 MULTIPOLYGON (((-82.04182 3...
#>  3 MULTIPOLYGON (((-85.40509 3...
#>  4 MULTIPOLYGON (((-82.4257 29...
#>  5 MULTIPOLYGON (((-80.94747 2...
#>  6 MULTIPOLYGON (((-80.89018 2...
```
]

---

## Looking at the Florida election

.pull-left[
Now we're ready to plot

```r
ggplot(election_by_county) + 
  geom_sf(aes(fill = Gore_perc)) + 
  scale_fill_viridis_c(option = 'plasma') + 
  labs(caption = 'Source: Wikipedia')
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-26-1.png)
]

---

## Looking at the Florida election

.pull-left[

We can clean this up a bit, and add surrounding states

```r
(plt_map <- ggplot(data = world)+
  geom_sf() + 
  geom_sf(data = states, fill = NA) + 
  geom_sf(data = election_by_county, aes(fill=Gore_perc)) + 
* geom_label(data = states %>% filter(ID != 'Florida'), aes(X, Y, label = ID),
            size = 5) +
  coord_sf(xlim = c(-88, -78), ylim = c(24.5, 33), 
           expand = F) +
  labs(x = '', y = '', fill = 'Percentage for Gore') + 
  scale_fill_viridis_c(option = 'plasma'))
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-27-1.png)
]

---
class: middle,center

# Genomic data

---

## Visualizing a proteomic network

.pull-left[
We read a dataset that contains the network relationships between different proteins

```r
library(ggnetwork)
datf <- rio::import('data/string_graph.txt')
head(datf)
```
]
.pull-right[

```
#>      node1  node2 node1_string_id node2_string_id node1_external_id
#>  1   CXCR3   CCR7         1855969         1843829   ENSP00000362795
#>  2   ITGA4    EED         1858446         1845338   ENSP00000380227
#>  3    SMC3  CENPK         1854200         1843648   ENSP00000354720
#>  4 HNRNPA1 LUC7L3         1852510         1843556   ENSP00000341826
#>  5    SMC2    RB1         1847012         1845924   ENSP00000286398
#>  6   RBBP4  CENPK         1855919         1843648   ENSP00000362592
#>    node2_external_id neighborhood fusion cooccurence homology coexpression
#>  1   ENSP00000246657            0      0           0    0.847        0.000
#>  2   ENSP00000263360            0      0           0    0.000        0.000
#>  3   ENSP00000242872            0      0           0    0.000        0.000
#>  4   ENSP00000240304            0      0           0    0.000        0.000
#>  5   ENSP00000267163            0      0           0    0.000        0.136
#>  6   ENSP00000242872            0      0           0    0.000        0.000
#>    experimental knowledge textmining combined_score
#>  1        0.000       0.9      0.878          0.913
#>  2        0.566       0.0      0.312          0.688
#>  3        0.000       0.9      0.081          0.904
#>  4        0.309       0.0      0.394          0.563
#>  5        0.000       0.9      0.097          0.915
#>  6        0.000       0.9      0.046          0.900
```
]

---

## Visualizing a proteomic network

.pull-left[
The `igraph` package allows the creation of network graphs.

However, here, we're only using it for data ingestion

```r
grs <- igraph::graph_from_data_frame(datf[,c('node1','node2')], 
                                     directed = F)
grs
```

We see that this object holds the different connections. 
]
.pull-right[

```
#>  IGRAPH 5a60f1b UN-- 37 58 -- 
#>  + attr: name (v/c)
#>  + edges from 5a60f1b (vertex names):
#>   [1] CXCR3  --CCR7    ITGA4  --EED     SMC3   --CENPK   HNRNPA1--LUC7L3 
#>   [5] SMC2   --RB1     RBBP4  --CENPK   CXCR5  --CXCL13  CD44   --RUNX2  
#>   [9] CXCR5  --PF4     PF4    --THBD    SMARCA1--EZH2    HMMR   --BARD1  
#>  [13] MBP    --MMP7    CCL19  --CCR7    RBBP4  --EZH2    RUNX2  --RB1    
#>  [17] RB1    --HSPA8   DHX9   --BARD1   CXCL13 --CCR7    SMC2   --KIF23  
#>  [21] CD44   --HMMR    ITGA4  --CD44    RB1    --SMARCE1 ITGA4  --CCR7   
#>  [25] MBP    --STK4    RBBP4  --LIN9    RB1    --EED     CXCR5  --CCR7   
#>  [29] PSMA1  --HSPA8   RBBP4  --SMARCA1 CXCR3  --ITGA4   MBP    --CDK12  
#>  + ... omitted several edges
```
]

---

## Visualizing a proteomic network

.pull-left[
We can then transform this data into `ggplot`-friendly data, to use `ggplot` for the plotting

```r
ggdf <- ggnetwork(grs, layout = 'fruchtermanreingold')

ggplot(ggdf, aes(x = x, y = y, xend = xend, yend = yend)) +
* geom_edges(color = "black",
*            curvature = 0.1, size = 0.95, alpha = 0.8)+
* geom_nodes(aes(x = x, y = y),
*            size = 3,
*            alpha = 0.5,
*            color = "orange") +
* geom_nodelabel_repel(aes(label = vertex.names),
*                    size=4, color="#8856a7") +
  theme_blank() + theme(legend.position = "none")
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-30-1.png)
]

---
class: middle, center

# Composing different genomic data into tracks

---

## The `ggbio` package

The `ggbio` package has several functions that allow graphical representations of different genomic entities.

.pull-left[

An ideogram

```r
library(ggbio)
p.ideo <- Ideogram(genome = 'hg19')
p.ideo
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-31-1.png)
]

---

## The `ggbio` package

.pull-left[

Visualizing the gene model

```r
library(Homo.sapiens)
data(genesymbol, package='biovizBase')
wh <- genesymbol[c('BRCA1','NBR1')]
wh <- range(wh, ignore.strand=T)
p.txdb <- autoplot(Homo.sapiens, which = wh)
p.txdb
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-32-1.png)
]

---

## The `ggbio` package

.pull-left[

Putting it into tracks

```r
library(GenomicRanges)
gr17 <- GRanges("chr17", IRanges(41234415, 41234569))
tks <-  tracks(p.ideo, gene = p.txdb) + xlim(gr17)
tks + theme_tracks_sunset()
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-33-1.png)
]

---
class: middle, center

# Interactive maps

---

## Using plotly

.pull-left[

```r
library(plotly)

ggplotly(plt_map)
```
]
.pull-right[
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]

---

## Using real maps

.pull-left[

```r
library(leaflet)

m <- leaflet() %>%
  addTiles() %>%  # Add default OpenStreetMap map tiles
  addMarkers(lng=174.768, lat=-36.852, popup="The birthplace of R")
m 
```
]
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]

---
class: center, middle

# Heatmaps

---

## Recall our heatmap

.pull-left[

```r
library(Biobase)
#data(sample.ExpressionSet)
exdat <-  readRDS('data/exprset.rds')
library(limma)
design1 <- model.matrix(~type, data=pData(exdat))
lm1 <- lmFit(exprs(exdat), design1)
lm1 <- eBayes(lm1) # compute linear model for each probeset
geneID <- rownames(topTable(lm1, coef = 2, number = 100, 
                            adjust.method = 'none',
                            p.value = 0.05))
exdat2 <- exdat[geneID,] # Keep features with p-values < 0.05

library(Heatplus)
reg1 <- regHeatmap(exprs(exdat2), legend=2, col=heat.colors, 
                   breaks=-3:3)
plot(reg1)
```
]
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![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-36-1.png)
]

---

## Using `heatmaply`

.pull-left[

```r
library(heatmaply)
heatmaply(exprs(exdat2))
```
]
.pull-right[
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]

---

## Using heatmaply

.pull-left[
You can also easily use the correlation metric

```r
heatmaply(exprs(exdat2), distfun = 'pearson')
```
]
.pull-right[
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]

---

## Using `d3heatmap`

.pull-left[

```r
library(d3heatmap)
d3heatmap(exprs(exdat2))
```
]
.pull-right[
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]

---
class: middle, center

# Manhattan plots

---

```r
*library(qqman)
manhattan(gwasResults)
```

![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-40-1.png)

---

```r
library(manhattanly)
manhattanly(gwasResults)
```

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---

## Interactions using plotly

- Plot.ly is a web service that produces interactive graphics from data
- They made their backend open-source
- In R, you can interact with plot.ly using the package `plotly`.

---

## Interactions using plotly

- Plotly makes it very easy to create interactive plots based on ggplot

.pull-left[

```r
plt_corrupt
```
]
.pull-right[
![](/Users/abhijit/ARAASTAT/Teaching/BIOF439/docs/slides/lectures/05-Lecture5_files/figure-html/05-Lecture5-42-1.png)
]

---

## Interactions using plotly

- Plotly makes it very easy to create interactive plots based on ggplot

.pull-left[

```r
library(plotly)

ggplotly(plt_corrupt)
```
]
.pull-right[
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